OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-72	-86	-91.95819276784515	16	-72	-91.95819276784518	-86	16	-236891.431448066

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-04 08:21:19 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -236891.431448066, finishing jobs, finished 1 job

Git-Version

Commit: f39359d3a3db0d7c140699e6c342fe0570361142 (9042-1-gf39359d3a)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1762244457,1,07176c77-58d0-4280-9984-0a0522918b49,1762244458,1762244464,6,./.tests/optimization_example --random_sem --int_param='-6' --float_param='6.65042281150817871094' --choice_param='1' --int_param_two='-35' --nr_results=1,0,,runnervmxu1zt,-6,-35,6.6504228115081787109375,1,0_0,COMPLETED,SOBOL,-17226.558954567499313270673155784607,-6,6.6504228115081787109375,-35,1
1,1762244468,2,07176c77-58d0-4280-9984-0a0522918b49,1762244470,1762244476,6,./.tests/optimization_example --random_sem --int_param='-72' --float_param='-91.95819276784517626311' --choice_param='16' --int_param_two='-86' --nr_results=1,0,,runnervmxu1zt,-72,-86,-91.958192767845147841399011667818,16,1_0,COMPLETED,BOTORCH_MODULAR,-236891.431448065995937213301658630371,-72,-91.958192767845176263108442071825,-86,16


========================================================================

Current git-hash: f39359d3a3db0d7c140699e6c342fe0570361142 (last fully tested stable version 1 commit ago [5685610daff814b22e25b7680634b540b86a6250, 9042])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 08:20:53] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: 04e1887d-3742-4f82-9ebc-bf953609a1ab
  _________________________________________________
 /                                                 \
| OmniOpt2 - Channeling my inner Gandalf: ‘You shal |
| l not pass... without fine-tuning!’               |
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                                                        |\_|/__/|
                                                        / / \/ \  \
                                                       /__|O||O|__ \
                                                      |/_ \_/\_/ _\ |
                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
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                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=182 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example --random_sem --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=1
                                       Experiment parameters                                       
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
                                                                         Best RESULT, min (total: 2)                                                                          
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -72               │ -86                   │ -91.95819276784515  │ 16                   │ -72       │ -91.95819276784518 │ -86           │ 16           │ -236891.431448066 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
Not printing sixel graphics in CI
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   0.473 │    1 │        0.473 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.242 │      │              │
│    Median │   0.242 │      │              │
│     Total │   0.483 │      │              │
│       Max │   0.473 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.162 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 08:20:57 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, Started OmniOpt2 run...
2025-11-04 08:20:57 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, getting new HP set (no sbatch)
2025-11-04 08:20:57 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 08:20:57 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, eval #1/1 start                    
2025-11-04 08:20:57 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, starting new job                   
2025-11-04 08:20:57 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, started new job                    
2025-11-04 08:21:06 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, new result: RESULT: -17226.558955 (SEM: 0.228856)
2025-11-04 08:21:07 (07176c77-58d0-4280-9984-0a0522918b49): SOBOL, best RESULT: -17226.5589545675, finishing jobs, finished 1 job
2025-11-04 08:21:08 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -17226.5589545675, getting new HP set (no sbatch)
2025-11-04 08:21:08 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -17226.5589545675, requested 1 jobs, got 1, 0.47 s/job
2025-11-04 08:21:08 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -17226.5589545675, eval #1/1 start                    
2025-11-04 08:21:08 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -17226.5589545675, starting new job                   
2025-11-04 08:21:08 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -17226.5589545675, started new job                    
2025-11-04 08:21:17 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -17226.5589545675, new result: RESULT: -236891.431448 (SEM: 0.852806)
2025-11-04 08:21:19 (07176c77-58d0-4280-9984-0a0522918b49): BOTORCH_MODULAR, best RESULT: -236891.431448066, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.162 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   0.473 │    1 │        0.473 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.242 │      │              │
│    Median │   0.242 │      │              │
│     Total │   0.483 │      │              │
│       Max │   0.473 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9w…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	10
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	True
force_choice_for_ranges	False
max_abandoned_retrial	20
share_password	None
dryrun	False
db_url	None
run_program_once	None
worker_generator_path	None
save_to_database	False
range_max_difference	1000000
skip_search	False
dont_warm_start_refitting	False
refit_on_cv	False
fit_out_of_design	False
fit_abandoned	False
dont_jit_compile	False
num_restarts	20
raw_samples	1024
max_num_of_parallel_sruns	16
no_transform_inputs	False
no_normalize_y	False
transforms	[]
number_of_generators	1
num_parallel_jobs	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	0
dependency	None
run_mode	local
verbose	False
verbose_break_run_search_table	False
debug	False
flame_graph	False
memray	False
no_sleep	False
tests	False
show_worker_percentage_table_at_end	False
auto_exclude_defective_hosts	True
run_tests_that_fail_on_taurus	False
raise_in_eval	False
show_ram_every_n_seconds	0
show_generation_and_submission_sixel	False
just_return_defaults	False
prettyprint	False
runtime_debug	False
debug_stack_regex
debug_stack_trace_regex	None
show_func_name	False
beartype	False

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1762244453,749.82421875,29.5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-72	-6	-39	33	2
OO_Info_int_param_two	-86	-35	-60.5	25.5	2
OO_Info_float_param	-91.9582	6.6504	-42.6539	49.3043	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT	-236891.4314	-17226.559	-127058.9952	109832.4362	2
int_param	-72	-6	-39	33	2
float_param	-91.9582	6.6504	-42.6539	49.3043	2
int_param_two	-86	-35	-60.5	25.5	2
choice_param	1	16	8.5	7.5	2

submitit INFO (2025-11-04 08:20:57,407) - Starting with JobEnvironment(job_id=107450, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 08:20:57,407) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/107450/107450_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -6, "float_param": 6.650422811508179, "int_param_two": -35, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-6' --float_param='6.65042281150817871094' --choice_param='1' --int_param_two='-35' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762243571.0599077
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762244009.950491
Last modification: 1762243571.0599077
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-6' --float_param='6.65042281150817871094' --choice_param='1' --int_param_two='-35' --nr_results=1
stdout:
 OO-Info: int_param: -6
OO-Info: int_param_two: -35
OO-Info: float_param: 6.65042281150817871094
OO-Info: choice_param: 1
RESULT: -17226.5589545675
SEM-RESULT: 0.228856371323676

stderr was empty
Result: {'RESULT': -17226.5589545675}
Final-results: {'RESULT': (-17226.5589545675, 0.228856371323676)}
EXIT_CODE: 0
submitit INFO (2025-11-04 08:21:04,943) - Job completed successfully
submitit INFO (2025-11-04 08:21:04,943) - Exiting after successful completion